starcoder2:3b
OLLAMA GGUFstarcoder2 · 3B · Q4_0
Jun 26, 2026 · Cortex-A78AE
slim-rpcache-ornith-1.0-9b
LM-STUDIO GGUFqwen35 · 9B · BF16
Jul 4, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
Global Score
35 vs 79
Hardware Fit
100 vs 78
Quality Score
7 vs 79
Hardware
starcoder2:3b slim-rpcache-ornit…
MachineNVIDIA NVIDIA Jetson Orin Nano Engineering Reference Developer Kit SuperASUS
CPUCortex-A78AEAMD Ryzen 7 7800X3D 8-Core Processor
Cores616
RAM7 GB31 GB
GPUIntegrated / UnknownNVIDIA GeForce RTX 4090, Raphael
OSUbuntu 22.04.5 LTScachyos rolling
Archarm64x64
Power Modebalancedperformance
Performance
starcoder2:3b slim-rpcache-ornit…
Tokens/sec31.552.3
First chunk392 ms11 ms
TTFT392 ms177 ms
Load time4.8 sN/A
Memory usage1.8 GB25.6 GB
Memory %24%84%
HW Fit Score Breakdown
starcoder2:3b
Speed
50/50
TTFT
20/20
Memory
30/30
slim-rpcache-ornith-1.0…
Speed
50/50
TTFT
20/20
Memory
8/30
Quality
starcoder2:3b
Reasoning
0/20
Coding
3/20
Instruction
1/20
Structured
0/15
Math
1/15
Multilingual
2/10
Reasoning: Poor Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Poor Multilingual: Poor
slim-rpcache-ornith-1.0…
Reasoning
16/20
Coding
16/20
Instruction
14/20
Structured
14/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest